Enterprise AI Risk Scanner

Beta

Assess enterprise AI risk posture and review mitigation actions before production rollout.

Example Output Healthcare SaaS — customer-facing LLM, HIPAA scope

41 / 100

AI Readiness Score

Elevated Risk Tier 3 Critical Compliance Gaps 35% Eval Coverage

Key Findings

  • PII appears in 60%+ of prompts with no redaction layer — direct HIPAA exposure in inference logs.
  • No human review loop on high-stakes outputs; reliability controls are below production threshold.
  • Eval coverage at 35% leaves the majority of production paths untested against safety criteria.

Implement a prompt-level PII redaction middleware and structured evals before go-live. A human-in-the-loop checkpoint for flagged outputs will address the highest compliance gap.

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Tool Model Metadata

Model Version:
1.1
Last Reviewed:
Mar 2026
Decision Model:
Internal Architecture Framework

Methodology

Enterprise AI Risk Model

Scores enterprise AI readiness and deployment risk across governance, security, compliance, and reliability controls.

Framework Alignment

Related Articles

Model Change Log

  • v1.1

    Mar 2026

    Added risk-prioritized mitigation ordering and readiness trigger transparency.

  • v1.0

    Mar 2026

    Initial release.